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Dear Label_Name,

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I am writing on behalf of an international publishing house, Science and Education Publishing, USA (http://www.sciepub.com).

Science and Education Publishing (SciEP) is a multidisciplinary open access publisher of Journals covering the fields of Science, Technology and Medicine. All SciEP publications are subject to high-quality peer review, editorial and production processes and are freely available online.

Welcome to the April, 2013 edition of SciEP newsletter, providing monthly summaries of articles on science & education related topics of interest to scientist and professionals. The mission of our journals is to provide an open access forum for publishing new findings on issues pertinent to scientific and academic field. We also invite you to submit original research papers, review articles, short reports, or case studies are considered for publication in our Multidisciplinary Journals.

American Journal of Public Health Research
DOI: 10.12691/ajphr-1-1-3

The Implementation of a Tele-Homecare System with Service Oriented Architecture and HL7 Message Transmission Standard
Ching-Sung Wang

American Journal of Medical and Biological Research
DOI: 10.12691/ajmbr-1-1-2

The Influence of Ethanol on Pyruvate Kinases Activity in Vivo, in Vitro, in Silico
Lelevich Sergey Vladimirovich, Khrustalev Vladislav Victorovich, Barkovsky Eugene Victorovich, Shedogubova Tatyana Aleksandrovna

American Journal of Medical Sciences and Medicine
DOI: 10.12691/ajmsm-1-1-1

Clinical and Histological Features in Wegener Granulomatosis
Li Cavoli Gioacchino, Passantino Rita, Bono Luisa, Tortorici Calogera, Ferrantelli Angelo, Giammarresi Carlo, Rotolo Ugo

American Journal of Infectious Diseases and Microbiology
DOI: 10.12691/ajidm-1-1-2

The Curse of Lymphatic Filariasis: Would the Continual Use of Diethylcarbamazine Eliminate this Scourge in Papua New Guinea?
Anne Lanham, Lillian Mwanri

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Quality and Technological Characterization of Chickpea Flours in Common Noodles

Guoxia Wang*, Chunge Li, Shiqi Xu, Chunxiao Wang, Mingrui Zhao, Yimeng Li, Yujie Zhu

School of Life Sciences, Zhengzhou Normal University, Zhengzhou, China

Abstract: To explore the effect of chickpea powder addition on the quality and structural characteristics of noodles, chickpea powder (0% ~ 20%) was added to wheat flour. The physicochemical properties of the mixed powder, texture characteristics, cooking characteristics, sensory characteristics, and structural characteristics of noodles were investigated. The results showed that with the increase in the amount of chickpea powder, the color of the mixed powder was yellowish, the water holding capacity decreased first and then increased, the oil holding capacity increased, and the viscosity value decreased. The water absorption and cooking loss rate gradually increased. Mixed flour of 10% and 15% chickpea flour showed moderate lightness and attractive redness in color. When the amount of chickpea powder was 15%, the particle size distribution was more uniform, When the amount of chickpea powder was 10%, the hardness, gumminess, and chewiness of chickpea noodles were moderate and could be accepted by most consumers, the highest sensory score was 90.2. The noodles had a smooth taste, moderate hardness, and good quality. The crystal type of noodles changed, but the type of functional groups did not change. The research results provide a theoretical basis for the comprehensive utilization of chickpea resources, broadening its application in the food industry and developing noodles.

Keywords: Chickpea, fresh noodles, cooking properties, textural properties, structural propertie

Received June 28, 2025; Revised July 30, 2025; Accepted August 06, 2025

Citation: Guoxia Wang, Chunge Li, Shiqi Xu, Chunxiao Wang, Mingrui Zhao, Yimeng Li, Yujie Zhu, Quality and Technological Characterization of Chickpea Flours in Common Noodles. Journal of Food and Nutrition Research, 13 (8). 285-292. January 2025. doi:10.12691/jfnr-13-8-2

1. Introduction

Chickpea (Cicer arietinum L.) belongs to the genus Cicer of Leguminosae. It is the third most important legume crop in the world. The cultivated area in the world is extensive. Chickpeas are rich in high-quality protein, dietary fiber, and high-energy-resistant starch [1]. The protein contained in chickpeas has the advantages of high yield, low cost, balanced proportion of essential amino acids, and low sensitization [2]. Chickpea protein affects the structure and sensory characteristics of food through hydrophobic, electrostatic, hydrogen bonding, and covalent bonds [3], so it has potential research value in the field of food. In addition, the active ingredients such as flavonoids and polyphenols in chickpeas have hypoglycemic, lipid-lowering, antioxidant, and anti-tumor functions [4,5]. Based on this, the development of products added with chickpea powder helps to improve the economic value of chickpeas and the nutritional value of the product.

Wheat is widely planted all over the world. As one of the important cereal crops, wheat flour-based flour products are becoming increasingly popular [6]. However, traditional wheat flour lacks B vitamins, minerals, lysine, and other nutrients due to bran removal [7]. Nowadays, with the rapid development of the social economy, people's requirements for living standards are also constantly improving. Consumers gradually begin to shift from quality demand to nutritional demand, requiring flour products to have certain chewing strength and elasticity, but also to have the effects of lowering blood sugar, health care, and prevention of chronic diseases. Adding chickpeas to flour to make flour products not only enriches the taste of flour products but also supplements the lack of amino acids and dietary fiber in flour, thereby improving the nutritional value and health care function of flour products.

Noodles are the main staple food in Asian countries. They are popular among consumers because of their cooking, chewing, and rich nutrition [8]. Starch is the main component of wheat flour, accounting for about 78 ~ 82% of the total weight [9]. It has important determinants on the processing characteristics and texture of noodles [10]. The results showed that the starch swelling force was positively correlated with the elasticity and softness of noodles, and negatively correlated with the hardness [11]. Starch pasting properties (such as pasting viscosity and final viscosity) were positively correlated with the hardness and springiness of noodles [12]. In the wheat dough system, gluten protein acts as a skeleton, and starch acts as a filler. Protein-starch interaction is the main reason for the difference in the viscoelastic behavior of wheat flour dough [13]. Therefore, it is also of great significance to study the effect of chickpeas rich in protein on the quality of noodles.

The present study was to add different ratios of chickpea flour to flour. Its effects on the functional properties, pasting properties of mixed flour, and the quality and structural properties of noodles were investigated. To determine the optimum addition amount of chickpea flour and develop nutritious noodles. As a result, substituting chickpeas for wheat flour in common dishes not only increases the value of okara but also addresses the nutritional deficits of foods made from refined rice, resulting in the creation of a product with beneficial health effects. This study might fill a gap in chickpea noodle research and provide a new strategy for the development of functional food.

2. Materials and Methods

2.1. Materials

Wheat flour was purchased from Henan Kangyuan Grain and Oil Food Processing Co., Ltd. Chickpea powder was purchased from Xinjiang Zhonggeng Agricultural Development Co., Ltd. Distilled water was used for all the experimental work. All other chemicals and reagents were of analytical grade unless otherwise stated.

2.2. Compositional Analysis

Proximate analyses of wheat flour, chickpea powder (CP), and mixed powder, including moisture (AOAC Method 361), total crude protein (AOAC Method 220), wet gluten contents (AOAC Method 211), and ash contents (AOAC Method 923.03), were performed using standard methods of the Association of Official Analytical Chemists (AOAC,2005). The damaged starch (76-33.01) of mixed flour was determined using the AACC approved Methods (AACC,2010) [14].

2.3. Sample Preparation

Through the pre-test, samples of 0%, 5%, 10%, 15%, and 20% CP substituted per 500g of wheat flour were prepared. The wheat flour and CP mixture samples were packed in aluminum-lined bags and stored at 4°C [15].

2.4. Color Measurements

The color change of the mixed powder was measured by colorimeter (CR-400/410, Konica Minolta, Inc., Osaka, Japan)., and the results were expressed by L*(lightness; 0 = black, 100 = white), a*(+a* = redness, −a* = greenness), b*(+b* = yellowness, −b* = blueness) [16].

2.5. Particle Size Distribution

Refer to the method of Shi et al. [17] with a slight modification. The particle size distribution of the mixed powder was measured by a particle size analyzer (BT-9300H, Baite Instrument Co., Ltd. China). The refractive index was controlled at 10% ~ 15% and the particle size distribution was 0.1 ~ 340 μm. The results were expressed as the D₁₀, D₅₀, D₉₀, volume average diameter (VAD), specific surface area (SSA), and span of distribution (Span). Span was calculated according to equation 1:

[picture] | (1)

Where the D₉₀, D50, and D₁₀ represent particle diameters at cumulative volume percentages of 90%, 50%, and 10%, respectively.

2.6. Water and Oil Holding Capacity

Refer to the method of Alim et al. [18] with a slight modification. 2 g mixed powder was weighed and placed in a centrifuge tube that had been weighed. After adding 20 mL of distilled water/vegetable oil, the mixture was mixed evenly, centrifuged at 4500 r / min for 15 min, and the supernatant was discarded to record the precipitation weight. The water holding capacity and oil holding capacity are calculated according to equation 2:

[picture] | (2)

m₁-the mass of the gel sample before centrifugation, g; m₂-the mass of the gel sample after centrifugation, g.

2.7. Pasting Measurements

2.8. Preparation of Chickpea Powder Noodles

100 g of mixed powder was poured into the needle and flour machine, 43 g of distilled water was added, the surface was mixed for 5 min at room temperature, and the wake-up time was 25 min. The distance between the two rollers of the press was adjusted to 4 mm, 3 mm, and 2 mm in turn, and the chickpea powder noodles were obtained by cutting and forming.

2.9. Cooking Characteristics

2.9.1. Determine the Best Cooking Time

20 pieces of noodles were placed in 500 mL of boiling distilled water, and one piece of noodles was taken out every 5 s. The best cooking time was when the white hardcore disappeared.

2.9.2. Water Absorption Measurements

Refer to the method of Alim et al. [18] with a slight modification. About 20 g of fresh noodles were weighed and cooked according to the best cooking time in the experiment. The cooked noodles were weighed after 5 min of drainage. The water absorption rate is calculated according to equation 3:

[picture] | (3)

M₁ - fresh noodle quality, g; M₂ - cooked noodle quality, g.

2.9.3. Cooking Loss

Refer to the method of Alim et al. [18] with a slight modification. Take 10 mL noodle soup to the aluminum box with constant weight (M₃), dry to the weight of dry matter (G), and calculate the cooking loss rate according to equation 4:

[picture] | (4)

2.10. Texture Profile Measurements

According to the method of Tian et al. [19] with a slight modification. The cooked noodles were cooled and drained, and the texture characteristics of the samples were measured using the HDP/PFS probe of the TA-XT Plus instrument (Stable Micro System Ltd., Godalming, UK). The speeds before, during and after the test were 1 mm/s, 0.8 mm/s, and 0.8 mm/s, respectively. The compression ratio was 70%, and the trigger force was 5 g. The texture characteristics of noodles were analyzed from six parameters: hardness, viscosity, elasticity, adhesiveness, chewiness and resilience.

2.11. Sensory Evaluation of CPN

Refer to the method of Zhu et al. [20] with a slight modification. Looking for 10 professionally trained evaluators (5 male and 5 female) with different eating habits whose ages range from 20 to 25 years to taste the cooked noodles after cooling. 20 pieces of fresh noodles were placed in 500 mL of boiling distilled water for 150 s. After cooking, samples were removed from heating and cooling for 10 min. The noodles were presented without additives. The serving temperature was 25°C. Each evaluator was to taste the sample in a separate room. Samples were placed on white-colored plastic plates. Samples were coded and placed randomly. Evaluators were given an evaluation list, a pen, and water. Evaluators were requested to keep the sample 10 s in their mouth and rate the sensory qualities on a scale of 0 to 20 points. The five sensory attributes assessed were color, appearance, taste toughness, and palatability. After the evaluation, all residual samples were discarded. Pungent food was avoided before the test. Panelists were instructed to rinse their mouths after checking each sample and before checking the next sample.

2.12. X-ray Diffraction(XRD)

Refer to the method of Ma et al. [21] with a slight modification. The crystallization properties of freeze-dried samples were determined by an X-ray diffractometer (Ultima IV, Rigaku Co., Ltd. Japan). The scanning speed was 10 °/min, and the test angle was 5 ° ~ 90 °.

2.13. Fourier Transform Infrared Spectroscopy (FT-IR)

Refer to the method of Bai et al. [22] with slight modifications. The determination was carried out at room temperature using an infrared spectrometer (TENSOR II, BRUKER Co., Ltd. Germany). The required scan wave number range was 4000 cm⁻¹ ~ 400 cm⁻¹, and the number of scans was 32. The freeze-dried sample and potassium bromide were placed in a mortar at a ratio of 1:100 (mg/mg). After grinding, the tablets were pressed and pressed into transparent small sheets for determination in a sample tank.

2.14. Statistical Analysis

Each sample was analyzed three times. Excel 2016 was used for data statistics, Origin 2021 was used to draw all graphs, and data obtained were analyzed utilizing SPSS 26.0 using ANOVA while Tukey multiple comparison was applied to separate the means. Statistical significance was considered at P < 0.05.

3. Results and Discussion

3.1. Chemical Characterization

The main chemical compositions of wheat flour, chickpea powder, and the CP/wheat flour mixture were detected (Table 1). With the increase of chickpea flour, moisture, ash, protein, and damaged starch contents in each sample were significantly different (P < 0.05). The moisture content of the mixed powder showed a downward trend because chickpea flour contained less moisture than the flour. The protein content gradually increased, mainly because chickpeas contained more protein. The reason for the gradual increase in ash content was that chickpeas contain insoluble components. When the additional amount of chickpea powder was 15% and 20%, there were no significant differences in gluten content (P > 0.05), because gluten was a unique component in wheat flour, and chickpeas do not contain gluten. Adding chickpea powder would dilute the gluten protein content in the dough [23]. Gluten content will directly affect the processing performance of flour products. The additional amount of chickpea flour was negatively correlated with gluten content.

The color of flour products directly affects the visual experience of consumers. The L* value represents brightness, and a* value represents green and red. The larger the a* value, the redder the color; the smaller the a* value, the greener the color. The b* value represents blue and yellow. The larger the b* value, the yellower the color. The smaller the b* value, the bluer the color [24]. Table 1 shows that with the increase in the amount of chickpea flour added, the brightness of the mixed powder gradually decreased, and the color was yellowish. This was due to the chickpea flour being dark yellow. When compared with the control (85.85), increasing substitution levels of chickpea flour decreased the L* value significantly (P < 0.05) from 85.38 to 83.21. As more chickpea flour is incorporated into the wheat flour, the a* value falls while the b* value rises, suggesting decreasing redness and greater yellowness. Mixed flour of 10% and 15% chickpea flour showed moderate lightness and attractive redness in color.

Table 1. Index of correlation of samples

3.2. Particle Size Distribution

The particle size will affect the processing accuracy of wheat flour and the quality of flour products. The effect of different additions of chickpea powder on the particle size distribution of mixed powder is shown in Table 1. When the additional amount of chickpea powder was 0% ~ 20%, there was no significant difference in the particle size distribution of the mixed powder (P > 0.05). However, the particle size distribution of chickpea powder was significantly different from that of other samples (P < 0.05). When the addition of chickpea powder was 0% ~ 15%, the particle size distribution of the mixed powder shifted to the left, indicating that the addition of chickpea powder reduced the particle size of the mixed powder, when the additional amount of chickpea powder was 20%, the increase in particle size affected the formation and stability of the gluten network, thus affecting the stretchability and ductility of flour products. From Table 1, the addition of chickpea powder makes the distribution span value of the mixed powder decrease first and then increase, and there was no significant difference between each sample (P > 0.05), when the amount of chickpea powder added is 0% to 15%, the distribution of wheat flour more uniform.

3.3. Water and Oil Holding Capacity

Water holding capacity and oil holding capacity are closely related to the quality of products. As shown in Figure 1, the water holding capacity of the mixed powder showed a trend of decreasing first and then increasing, indicating that the addition of chickpea powder will change the conformation of gluten protein in wheat flour, thus affecting its ionic strength and charge distribution, and affecting its water holding capacity [25]. When the additional amount of chickpea powder increased from 0% to 20%, the oil holding capacity of the mixed powder showed an upward trend. This may be due to the release of more lipophilic groups from the fibers contained in chickpea powder, and the loose and well-dispersed particles will be beneficial to the retention of oil in the system [26]. And the larger specific surface area, relatively loose structure, and easier contact with oil molecules of chickpea powder. When the addition amount of chickpea powder was 5%, there was no significant difference in water holding capacity and oil holding capacity compared with pure wheat flour (P > 0.05), indicating that the addition of chickpea powder was low, it did not affect the functional properties of the mixed powder.

Figure 1. Effect of different chickpea powder additions on water holding capacity and oil holding capacity

3.4. Pasting Measurements

Through the pasting properties, the swelling ability of starch in the mixed powder and the binding ability of starch to water can be reflected. As shown in Table 2, peak viscosity and trough viscosity had a significant difference (P < 0.05) when chickpea flour was added from 5% to 20%. When chickpea flour was added from 0% to 20%, the peak viscosity of the dough decreased from 2249 cP to 1531.5 cP, through viscosity decreased from 1866 cP to 1233.5 cP, and the final viscosity decreased from 2843.5 cP to 1871.5 cP. These results indicated that the viscosity of the mixed flour gradually decreased with the increase of chickpea flour content, possibly due to the high amylose content. Yuan et al. [27] also obtained this result when studying the effect of pleurotus eryngii powder on the quality characteristics of dough. This result is consistent with the particle size distribution. The larger the particle size, the greater the viscosity.

Table 2. Effect of different chickpea powder additions on pasting, TPA and FT-IR

The breakdown value is related to the thermal stability of starch during high temperature and shearing, and the setback value will affect the recrystallization of molecules during starch gelatinization [28]. With the addition of chickpea powder, there was no significant difference in breakdown value (P > 0.05). When chickpea flour was added from 10% to 20%, the setback value significantly differed (P < 0.05). The decrease in the breakdown value indicates that the stability of the mixed powder increased, which was mainly because the chickpea powder contains dietary fiber to improve the stability of the mixed flour. In addition, the addition of chickpea flour reduced the recrystallization of starch molecules and inhibited the retrogradation of starch, which may be because the starch content in wheat flour was higher than that in chickpea flour.

3.5. Cooking Characteristics

Cooking time, water absorption, and cooking loss rate were mainly used to evaluate the quality of noodles. According to the method of 2.9.1, the best cooking time for noodles was 150 s. The water absorption of noodles is mainly related to the pasting properties of starch. During the cooking process, the starch in the noodles will continue to absorb water and expand. The greater the cooking loss rate of noodles, the more the loss of nutrients such as starch or protein in noodles, and the more turbid the noodles.

In Figure 2, when the additional amount of chickpea powder increased from 0% to 20%, the water absorption rate of noodles increased from 74.35% to 90.45%, and the cooking loss rate of noodles increased from 0.41% to 0.63%. This is consistent with the experimental results of CAO et al., who studied the effect of soybean protein isolate on wheat flour. [29]. When the additional amount of chickpea powder was 0% ~ 15%, there was no significant difference in water absorption and cooking loss (P > 0.05). When the additional amount of chickpea powder was 20%, the water absorption and cooking loss of noodles reached the maximum value, which may be due to the strong water absorption of the protein contained in chickpea powder. In addition, the addition of chickpea powder weakened the gluten network and the starch or protein in the starch-protein network structure of noodles fell off into the noodle soup, increasing cooking loss.

Figure 2. Effects of different chickpea powder additions on water absorption and cooking loss of fresh noodles

3.6. Texture Characteristics

Hardness, springiness, and chewiness are important indicators of noodle texture characteristics and are also closely related to the taste quality of noodles [29]. As shown in Table 2, as the amount of chickpea flour increased from 0% to 20%, its hardness, springiness, cohesiveness, gumminess, chewiness, and resilience all showed a downward trend. This may be due to the increase of the additional amount, the gluten protein content decreased, and the gluten network structure became loose, which makes the hardness and cohesion of the noodles decrease. On the other hand, in the presence of heating and water, the interaction between protein and starch in chickpea powder was enhanced, which reduced its gumminess.

3.7. Sensory Evaluation

As shown in Figure 3, adding chickpea powder had different effects on the sensory characteristics of noodles. The sensory quality of CPN was improved compared with the control noodles under the condition of low dosage, but the sensory quality and overall acceptability decreased with the increasing dosage. Except for toughness, other indicators showed a trend of first decreasing, then increasing, and then decreasing with the addition of chickpea powder. The sensory score gradually increased when the additional amount of chickpea powder was 0% ~ 10%. When the additional amount of chickpea powder was 15% ~ 20%, the sensory score of noodles showed a decreasing trend, which may be due to the taste of chickpea powder itself affecting the acceptability of noodles by evaluators. When the additional amount of chickpea powder was 10%, the sensory scores for color, appearance, taste, toughness, and palatability of CPN reached the maximum value of 90.2, which was significantly different from other groups (P ≤ 0.05). The taste of the CPN was smooth, soft, and resilient. This also shows that the addition of chickpea powder can effectively improve the edible quality of noodles, and it is best when the additional amount is 10%.

Figure 3. Sensory score radar and sensory score of noodles with different amounts of chickpea powder addiction

3.8. X-ray Diffraction(XRD)

The XRD pattern was mainly used to reflect the changes in the crystal region, crystal form, and crystallinity of chickpea flour noodles with different addition amounts. As shown in Figure 4, the noodles without chickpea flour showed a diffraction peak at 15 ° and 23 ° and a double diffraction peak at 17 ° and 18 °, which belonged to the characteristic peak of an A-type structure. With the addition of chickpea powder, the diffraction peak near 20 ° appeared to decrease or disappear, and the double diffraction peaks at 17 ° and 18 ° became the characteristic peaks of the single peak structure belonging to the B-type structure [30], indicating that the crystal structure of the starch of the noodles added with chickpea powder was destroyed during high-temperature cooking.

Figure 4. Effect of different chickpea powder additions on XRD

3.9. Fourier Transform Infrared Spectroscopy (FT-IR)

As shown in Figure 5, with the increased amount of chickpea powder added, the Fourier spectra of each sample were not significantly different, with many similar characteristic peaks, and the types of functional groups did not change. The wave number of 1600 cm-1~1700 cm-1 is the amide I region of the protein. Peak Fit v4.12 software was used to analyze the peak intensity of the amide I band. The secondary structure of the protein includes β-sheet, α-helix, and β-turn. The β-sheet and α-helix belong to the tightly ordered structure, the β-turn belongs to the loose partially ordered structure. The peak at 1600-1640 cm−1 indicated a β-sheet. The peak at 1650 ~ 1660 cm-1 indicated α-helix. The peak at 1660 ~ 1700 cm-1 indicated a β-turn [31].

Figure 5. Effect of different chickpea powder additions on FTIR

Table 2 shows the effect of chickpea powder addition on the secondary structure of noodle protein. There was a significant difference between β with chickpea powder and β without chickpea powder (P < 0.05). It can be seen from Table 2 that with the increase of chickpea powder addition, β-sheet and α-helix showed an increasing trend. When the addition amount was 5%, the content of β-sheet (1.64%) and α-helix (3.52%) reached the maximum. The content of β-sheet and α-helix structure increased, indicating that the addition of chickpea powder would change the secondary structure of the protein and make it more orderly. The addition of chickpea flour increased the content of β-turn, probably because chickpea flour contains more protein, which can compete with wheat protein for water, affecting the extension of the gluten protein and thus disrupting the ordered structure. In addition, chickpea flour improves the hydrogen bonding force in gluten protein. Han et al. [32] have shown that the enhancement of the hydrogen bonding force is of great significance for the improvement of the microscopic quality of dough and noodles.

4. Conclusion

In this paper, the effects of different amounts of chickpea flour on the quality and structural characteristics of noodles were investigated. With the increase in the amount of chickpea powder added, the moisture content and gluten content of the mixed powder gradually decreased, and the protein content, ash content, and damaged starch content gradually increased. The results of chromaticity showed that the addition of chickpea powder reduced the brightness of the mixed powder, the color was yellowish, the particle size distribution was more uniform, the water holding capacity decreased first and then increased, and the oil holding capacity increased. The viscosity value of the mixed powder gradually decreased. The water absorption rate and cooking loss rate of the noodles with chickpea flour gradually increased, and the hardness, elasticity, chewiness, and resilience gradually decreased. When the amount of chickpea powder was 10%, the highest sensory score was 90.2. The noodles had a smooth taste, moderate hardness, and good quality. After freeze-drying, the crystal type of chickpea flour noodles changed, and the type of functional groups did not change. β-sheet, α-helix, and β-turn showed an increasing trend. Therefore, this study suggests that adding the appropriate amount of chickpea flour can improve the quality of noodles and reduce the hardness and chewiness of noodles.

Conflict of Interest

The authors declare that they do not have any conflict of interest.

Ethical Review

This study does not involve any human or animal testing.

Author Contributions

Guoxia Wang: Visualization, Methodology, Writing-original draft, Writing-review & editing Supervision, Project administration, Funding acquisition; Chunge Li: Resources; Shiqi Xu:Methodology; Chunxiao Wang: Methodology; Mingrui Zhao: Methodology; Yimeng Li: Methodology;Yujie Zhu: Methodology.

Informed Consent

Written informed consent was obtained from all study participants.

Funding

Science and Technology Project of Henan Province(252102310529); Zhengzhou Normal University 2024 College Students' Innovation and Entrepreneurship Training Program Project(DCZ2024005); The project was supported by the Key Scientific Research Project of Universities in Henan Province (24B550024).

References

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